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University of Illinois at Urbana-Champaign

Design, estimation, and prediction of computer experiments with applications to spatial data

Abstract

dc:description

As computer experiments are widely used in engineering and various other fields of science and technology, stochastic modeling and statistical analysis have been introduced to handle their outputs. Since in certain computer experiments or physical phenomena, measurement error should not be neglected, a model that incorporates measurement error is introduced and applied to three real data sets arising from a spatial network of monitoring sites and from the mining industry. For some special covariance structures, a consistent estimator is also constructed to estimate the error variance.

Degree

thesis:*
Name thesis:degree_name
Ph.D.
Level thesis:degree_level
Dissertation
Discipline thesis:degree_discipline
Statistics
Grantor
University of Illinois at Urbana-Champaign
Year dc:date
2011

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Huang, Bidan
Contributors dc:contributor
  • Sacks, Jerome

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • Copyright 1992 Huang, Bidan
Language dc:language
eng

Identifiers

dc:identifier.*
Identifier
AAI9215828
(UMI)AAI9215828
OAI identifier oai:identifier
oai:www.ideals.illinois.edu:2142/19289

Chain of custody

source
Harvested from
University of Illinois - Urbana-Champaign
Base URL
www.ideals.illinois.edu/oai-pmh
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Huang, Bidan. Design, estimation, and prediction of computer experiments with applications to spatial data. Dissertation thesis, University of Illinois at Urbana-Champaign, 2011. http://hdl.handle.net/2142/19289